Refresh transformers dataset snapshot 20260608T180018Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260608T120020Z`
+- latest snapshot: `20260608T180018Z`
 - raw data only; no labels or moderation decisions
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@@ -20034,67 +19851,6 @@
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@@ -20273,21 +20029,21 @@
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       "repo_first_seen_at": "2026-06-08T11:13:46Z",
-      "repo_last_seen_at": "2026-06-08T11:13:46Z",
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       "young_account": false,
       "follow_through_score": "strong",
@@ -20315,11 +20071,11 @@
           {
             "kind": "pull_request",
             "number": 46496,
-            "title": "Perf: use torchvision's native LANCZOS interpolation",
+            "title": "Use torchvision's native LANCZOS interpolation instead of PIL fallback",
             "url": "https://github.com/huggingface/transformers/pull/46496",
-            "state": "open",
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-            "draft": true,
+            "state": "closed",
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           }
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@@ -20976,7 +20732,7 @@
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@@ -21008,7 +20764,7 @@
             "number": 46479,
             "title": "Add `torchembed` as an optional RoPE/embedding backend",
             "url": "https://github.com/huggingface/transformers/pull/46479",
-            "state": "open",
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@@ -21033,7 +20789,7 @@
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@@ -21069,8 +20825,8 @@
             "number": 46469,
             "title": "docs: fix typo in make_list_of_images docstring",
             "url": "https://github.com/huggingface/transformers/pull/46469",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
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@@ -21664,7 +21420,7 @@
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@@ -21696,7 +21452,7 @@
             "number": 46455,
             "title": "Fix missing _auto_class for trust_remote_code models using local config",
             "url": "https://github.com/huggingface/transformers/pull/46455",
-            "state": "open",
+            "state": "closed",
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@@ -22349,12 +22105,12 @@
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       "young_account": false,
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@@ -23146,7 +22902,7 @@
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@@ -23178,7 +22934,7 @@
             "number": 46480,
             "title": "Fix remote cache position and serving imports",
             "url": "https://github.com/huggingface/transformers/pull/46480",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": true,
             "created_at": "2026-06-07T22:07:11Z"
@@ -23577,8 +23333,8 @@
             "number": 46487,
             "title": "Fix dtype mismatch in NemotronH/Zamba2 Mamba2 CUDA-kernel path (`out_proj`)",
             "url": "https://github.com/huggingface/transformers/pull/46487",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
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             "created_at": "2026-06-08T05:30:02Z"
           }

new-contributors-report.md

@@ -1,16 +1,16 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260608T120020Z`
-- Generated: `2026-06-08T12:02:54Z`
+- Snapshot: `20260608T180018Z`
+- Generated: `2026-06-08T18:02:51Z`
 - Activity window: `60d`
-- Contributors: `352`
+- Contributors: `348`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 99 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 101 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 96 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 92 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 85 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -26,14 +26,14 @@
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 25 | 4 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 25 | 0 | strong | low | low | targets high-star repos |
+| `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 23 | 0 | n/a | n/a | n/a | summary unavailable |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 21 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 21 | 4 | strong | low | low | — |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 21 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
+| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 19 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 19 | 0 | strong | moderate | low | — |
-| `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 19 | 0 | n/a | n/a | n/a | summary unavailable |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 18 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 16 | 0 | strong | moderate | low | targets high-star repos |
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 15 | 1 | weak | moderate | low | high open PR share |
@@ -104,6 +104,7 @@
 | `gabrielspmoreira` | [profile](https://github.com/gabrielspmoreira) | no | FIRST_TIME_CONTRIBUTOR | 5647d | `2026-05-18T23:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | NONE | 5d | `2026-04-12T10:14:58Z` | 2 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `goingforstudying-ctrl` | [profile](https://github.com/goingforstudying-ctrl) | no | FIRST_TIME_CONTRIBUTOR | 120d | `2026-06-02T23:21:10Z` | 2 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `Goutam16-Withcode` | [profile](https://github.com/Goutam16-Withcode) | no | FIRST_TIME_CONTRIBUTOR | 666d | `2026-06-08T11:27:05Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `hf-dependantbot-rollout[bot]` | [profile](https://github.com/hf-dependantbot-rollout[bot]) | no | CONTRIBUTOR | ?d | `2026-05-22T09:25:47Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
 | `hijingsong` | [profile](https://github.com/hijingsong) | no | FIRST_TIME_CONTRIBUTOR | 24d | `2026-04-11T16:23:48Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `Jaeyo314` | [profile](https://github.com/Jaeyo314) | no | FIRST_TIMER | 289d | `2026-05-26T16:18:11Z` | 2 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -142,14 +143,13 @@
 | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 3 | 0 | strong | moderate | low | — |
 | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
 | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
-| `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 556d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
 | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `ezylopx5` | [profile](https://github.com/ezylopx5) | no | FIRST_TIME_CONTRIBUTOR | 606d | `2026-04-01T19:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2026-03-01T07:34:43Z` | 2 | 0 | strong | moderate | low | — |
 | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 2 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
 | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -174,7 +174,6 @@
 | `davevanveen` | [profile](https://github.com/davevanveen) | no | FIRST_TIME_CONTRIBUTOR | 3357d | `2026-04-17T20:59:54Z` | 1 | 1 | mixed | low | low | high open PR share |
 | `dvdimitrov13` | [profile](https://github.com/dvdimitrov13) | no | FIRST_TIME_CONTRIBUTOR | 2296d | `2026-04-24T14:56:28Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `earino` | [profile](https://github.com/earino) | no | CONTRIBUTOR | 6609d | `2026-04-20T10:22:03Z` | 1 | 1 | strong | moderate | low | — |
-| `florian6973` | [profile](https://github.com/florian6973) | no | CONTRIBUTOR | 2050d | `2026-04-07T23:31:43Z` | 1 | 1 | strong | low | low | targets high-star repos |
 | `ishan-1010` | [profile](https://github.com/ishan-1010) | no | NONE | 1588d | `2026-06-01T06:07:21Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `jshn9515` | [profile](https://github.com/jshn9515) | no | FIRST_TIME_CONTRIBUTOR | 214d | `2026-05-29T22:55:56Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | NONE | 987d | `2026-06-02T15:31:42Z` | 1 | 1 | mixed | low | low | high open PR share |
@@ -186,7 +185,7 @@
 | `mjkmain` | [profile](https://github.com/mjkmain) | no | NONE | 2071d | `2026-06-04T22:13:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `nealwu` | [profile](https://github.com/nealwu) | no | CONTRIBUTOR | 5508d | `2026-05-12T03:11:36Z` | 1 | 1 | strong | low | low | — |
 | `nunq` | [profile](https://github.com/nunq) | no | CONTRIBUTOR | 2694d | `2026-05-08T00:29:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `Reigenleif` | [profile](https://github.com/Reigenleif) | no | FIRST_TIME_CONTRIBUTOR | 1631d | `2026-06-06T14:24:41Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `Reigenleif` | [profile](https://github.com/Reigenleif) | no | NONE | 1631d | `2026-06-06T14:24:41Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `ronansgd` | [profile](https://github.com/ronansgd) | no | FIRST_TIME_CONTRIBUTOR | 2195d | `2026-04-22T08:50:02Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `shubhammr21` | [profile](https://github.com/shubhammr21) | no | FIRST_TIME_CONTRIBUTOR | 4155d | `2026-05-22T10:45:10Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Tokarak` | [profile](https://github.com/Tokarak) | no | CONTRIBUTOR | 2200d | `2026-04-19T17:22:36Z` | 1 | 1 | weak | low | low | high open PR share |
@@ -200,7 +199,7 @@
 | `Aditya-ad48` | [profile](https://github.com/Aditya-ad48) | no | FIRST_TIME_CONTRIBUTOR | 705d | `2026-05-24T09:20:39Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `adityachoksi2512` | [profile](https://github.com/adityachoksi2512) | no | FIRST_TIMER | 1471d | `2026-05-01T03:03:13Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2313d | `2026-05-21T11:23:35Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `agesf` | [profile](https://github.com/agesf) | no | FIRST_TIMER | 1259d | `2026-06-01T12:58:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `agesf` | [profile](https://github.com/agesf) | no | CONTRIBUTOR | 1259d | `2026-06-01T12:58:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Ahwar` | [profile](https://github.com/Ahwar) | no | FIRST_TIME_CONTRIBUTOR | 3615d | `2026-06-05T15:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `AjAyrAo43` | [profile](https://github.com/AjAyrAo43) | no | FIRST_TIME_CONTRIBUTOR | 303d | `2026-05-10T17:28:09Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Aktharnvdv` | [profile](https://github.com/Aktharnvdv) | no | NONE | 1965d | `2026-05-05T15:06:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -212,7 +211,6 @@
 | `andreay99` | [profile](https://github.com/andreay99) | no | NONE | 1374d | `2026-05-09T02:34:44Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `AndriyVohar` | [profile](https://github.com/AndriyVohar) | no | FIRST_TIME_CONTRIBUTOR | 1197d | `2026-06-06T15:59:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `andylin-hao` | [profile](https://github.com/andylin-hao) | no | CONTRIBUTOR | 3162d | `2026-06-04T03:53:20Z` | 1 | 0 | strong | moderate | low | — |
-| `ansley` | [profile](https://github.com/ansley) | no | NONE | 2296d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Apeksha23-hub` | [profile](https://github.com/Apeksha23-hub) | no | FIRST_TIME_CONTRIBUTOR | 79d | `2026-05-16T13:17:12Z` | 1 | 0 | mixed | low | low | very new account; no visible non-self stars; targets high-star repos |
 | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `arnav-144p` | [profile](https://github.com/arnav-144p) | no | NONE | 634d | `2026-06-02T18:52:53Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -253,7 +251,6 @@
 | `gaurav0107` | [profile](https://github.com/gaurav0107) | no | CONTRIBUTOR | 3970d | `2026-04-23T19:12:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `GopalGB` | [profile](https://github.com/GopalGB) | no | NONE | 2136d | `2026-04-30T04:04:10Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `Goutam16-Withcode` | [profile](https://github.com/Goutam16-Withcode) | yes | FIRST_TIME_CONTRIBUTOR | 666d | `2026-06-08T11:27:05Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
 | `guinik` | [profile](https://github.com/guinik) | no | FIRST_TIME_CONTRIBUTOR | 1302d | `2026-05-23T07:48:33Z` | 1 | 0 | strong | low | low | — |
 | `HamzaDogann` | [profile](https://github.com/HamzaDogann) | no | NONE | 1672d | `2026-05-21T15:32:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -295,11 +292,10 @@
 | `Mi-Jiazhi` | [profile](https://github.com/Mi-Jiazhi) | no | FIRST_TIME_CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `MinuriRajapakse` | [profile](https://github.com/MinuriRajapakse) | no | FIRST_TIME_CONTRIBUTOR | 1037d | `2026-04-29T06:12:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mohamad-tohidi` | [profile](https://github.com/mohamad-tohidi) | no | NONE | 1013d | `2026-04-11T10:00:07Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `mrutkows` | [profile](https://github.com/mrutkows) | no | NONE | 4332d | `2026-04-09T17:46:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1527d | `2026-04-15T08:33:29Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `NicolasHug` | [profile](https://github.com/NicolasHug) | yes | FIRST_TIME_CONTRIBUTOR | 5321d | `2026-06-08T11:13:46Z` | 1 | 0 | strong | moderate | low | extremely high recent PR volume |
+| `NicolasHug` | [profile](https://github.com/NicolasHug) | no | CONTRIBUTOR | 5321d | `2026-06-08T11:13:46Z` | 1 | 0 | strong | moderate | low | extremely high recent PR volume |
 | `Oneirag` | [profile](https://github.com/Oneirag) | no | FIRST_TIME_CONTRIBUTOR | 4233d | `2026-04-24T04:00:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `onuralpszr` | [profile](https://github.com/onuralpszr) | no | FIRST_TIME_CONTRIBUTOR | 5146d | `2026-05-31T20:25:01Z` | 1 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread |
 | `owwll` | [profile](https://github.com/owwll) | no | NONE | 636d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -311,8 +307,8 @@
 | `Protocol-zero-0` | [profile](https://github.com/Protocol-zero-0) | no | NONE | 110d | `2026-05-16T15:42:56Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `puneetdixit200` | [profile](https://github.com/puneetdixit200) | no | NONE | 223d | `2026-05-16T09:13:29Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
 | `pvelayudhan` | [profile](https://github.com/pvelayudhan) | no | CONTRIBUTOR | 2051d | `2026-05-27T14:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `py-ai-dev` | [profile](https://github.com/py-ai-dev) | no | FIRST_TIME_CONTRIBUTOR | 78d | `2026-03-21T22:53:27Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
-| `ramkumar27072006` | [profile](https://github.com/ramkumar27072006) | no | FIRST_TIME_CONTRIBUTOR | 543d | `2026-06-07T03:16:30Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `py-ai-dev` | [profile](https://github.com/py-ai-dev) | no | NONE | 78d | `2026-03-21T22:53:27Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
+| `ramkumar27072006` | [profile](https://github.com/ramkumar27072006) | no | CONTRIBUTOR | 543d | `2026-06-07T03:16:30Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Ramshankar07` | [profile](https://github.com/Ramshankar07) | no | FIRST_TIME_CONTRIBUTOR | 1761d | `2026-05-19T19:06:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Ratwood98` | [profile](https://github.com/Ratwood98) | no | CONTRIBUTOR | 1899d | `2026-05-07T23:30:45Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `rishiarora123` | [profile](https://github.com/rishiarora123) | no | NONE | 1872d | `2026-05-22T18:19:48Z` | 1 | 0 | weak | moderate | low | high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars |
@@ -323,7 +319,7 @@
 | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | NONE | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sachinkumarsingh092` | [profile](https://github.com/sachinkumarsingh092) | no | FIRST_TIME_CONTRIBUTOR | 3282d | `2026-03-30T18:54:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | FIRST_TIME_CONTRIBUTOR | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `Saurav-Gupta-13` | [profile](https://github.com/Saurav-Gupta-13) | no | FIRST_TIME_CONTRIBUTOR | 1717d | `2026-06-05T16:58:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
+| `Saurav-Gupta-13` | [profile](https://github.com/Saurav-Gupta-13) | no | NONE | 1717d | `2026-06-05T16:58:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `SAY-5` | [profile](https://github.com/SAY-5) | no | NONE | 172d | `2026-04-20T05:44:53Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
 | `SeaL773` | [profile](https://github.com/SeaL773) | no | FIRST_TIME_CONTRIBUTOR | 3075d | `2026-05-04T06:26:53Z` | 1 | 0 | mixed | moderate | low | — |
 | `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -335,7 +331,7 @@
 | `silencelamb` | [profile](https://github.com/silencelamb) | no | CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `simon-testaccount` | [profile](https://github.com/simon-testaccount) | no | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `skshmjn` | [profile](https://github.com/skshmjn) | no | CONTRIBUTOR | 2609d | `2026-05-31T07:49:22Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `Snakinya` | [profile](https://github.com/Snakinya) | yes | FIRST_TIME_CONTRIBUTOR | 2115d | `2026-06-08T10:08:10Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Snakinya` | [profile](https://github.com/Snakinya) | no | FIRST_TIME_CONTRIBUTOR | 2115d | `2026-06-08T10:08:10Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `snehasuman019` | [profile](https://github.com/snehasuman019) | no | NONE | 474d | `2026-05-29T16:36:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `someaka` | [profile](https://github.com/someaka) | no | NONE | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `songyuc` | [profile](https://github.com/songyuc) | no | NONE | 3292d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -349,7 +345,7 @@
 | `TuringTux` | [profile](https://github.com/TuringTux) | no | CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `vai-minzhou` | [profile](https://github.com/vai-minzhou) | no | CONTRIBUTOR | 723d | `2026-04-23T01:47:23Z` | 1 | 0 | mixed | low | low | high open PR share |
 | `Vanshajrawat` | [profile](https://github.com/Vanshajrawat) | no | NONE | 1600d | `2026-05-30T19:38:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `W-Akrabi` | [profile](https://github.com/W-Akrabi) | no | FIRST_TIME_CONTRIBUTOR | 1346d | `2026-06-07T22:07:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `W-Akrabi` | [profile](https://github.com/W-Akrabi) | no | NONE | 1346d | `2026-06-07T22:07:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `xodn348` | [profile](https://github.com/xodn348) | no | NONE | 2352d | `2026-05-01T07:27:40Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `Yanis01682` | [profile](https://github.com/Yanis01682) | no | NONE | 606d | `2026-04-14T01:47:54Z` | 1 | 0 | strong | low | low | — |
 | `Yeuvoir` | [profile](https://github.com/Yeuvoir) | no | NONE | 639d | `2026-05-13T05:45:38Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
@@ -393,12 +389,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-03-31T13:54:54Z`
-- repo last seen: `2026-06-08T09:51:44Z`
+- repo last seen: `2026-06-08T15:53:48Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **99**
-- snapshot authored PRs/issues: **99 PRs / 0 issues**
-- snapshot discussion activity: **130 comments / 225 reviews / 155 review comments**
+- repo primary artifacts: **101**
+- snapshot authored PRs/issues: **101 PRs / 0 issues**
+- snapshot discussion activity: **131 comments / 226 reviews / 155 review comments**
 - account age: **4938 days**
 - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
 - public orgs: none visible
@@ -406,9 +402,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46505: Add debugging info in `pr-ci-caller.yml`](https://github.com/huggingface/transformers/pull/46505) — closed, merged
+- [PR #46499: Log some information in `.github/workflows/pr-ci-post-dashboard-link.yml`](https://github.com/huggingface/transformers/pull/46499) — closed, merged
 - [PR #46448: ci: fix slack report job — use AWS runner and authenticated GitHub API calls](https://github.com/huggingface/transformers/pull/46448) — closed, merged
-- [PR #46445: ci: less flaky test_assisted_decoding_matches_greedy_search_1_same](https://github.com/huggingface/transformers/pull/46445) — closed, merged
-- [PR #46444: ci: Less flaky](https://github.com/huggingface/transformers/pull/46444) — closed
 
 ### `kaixuanliu`
 
@@ -416,12 +412,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-06-08T11:14:59Z`
+- repo last seen: `2026-06-08T14:20:37Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **100**
 - snapshot authored PRs/issues: **96 PRs / 4 issues**
-- snapshot discussion activity: **81 comments / 106 reviews / 105 review comments**
+- snapshot discussion activity: **83 comments / 106 reviews / 105 review comments**
 - account age: **3934 days**
 - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
 - public orgs: none visible
@@ -429,7 +425,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46495: revisit history parallel beam search tests to avoid unnecessary fix](https://github.com/huggingface/transformers/pull/46495) — open
+- [PR #46495: revisit history parallel beam search tests to avoid unnecessary fix](https://github.com/huggingface/transformers/pull/46495) — closed, merged
 - [PR #46492: add XPU expectation for deepseek_ocr2 model tests](https://github.com/huggingface/transformers/pull/46492) — closed, merged
 - [PR #46488: Fix sapiens2 tests: add XPU device expectations](https://github.com/huggingface/transformers/pull/46488) — closed, merged
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
@@ -468,12 +464,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-06-08T11:59:58Z`
+- repo last seen: `2026-06-08T16:27:03Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **85**
 - snapshot authored PRs/issues: **85 PRs / 0 issues**
-- snapshot discussion activity: **601 comments / 919 reviews / 1973 review comments**
+- snapshot discussion activity: **601 comments / 926 reviews / 1978 review comments**
 - account age: **1508 days**
 - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
 - public orgs: `huggingface`, `deeppavlov`
@@ -542,12 +538,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
 - repo first seen: `2024-09-02T13:41:47Z`
-- repo last seen: `2026-06-05T15:14:28Z`
+- repo last seen: `2026-06-08T16:26:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **50**
 - snapshot authored PRs/issues: **48 PRs / 2 issues**
-- snapshot discussion activity: **187 comments / 323 reviews / 445 review comments**
+- snapshot discussion activity: **187 comments / 327 reviews / 446 review comments**
 - account age: **2360 days**
 - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
 - public orgs: `huggingface`
@@ -567,12 +563,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-06-08T12:00:53Z`
+- repo last seen: `2026-06-08T16:50:42Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **49**
 - snapshot authored PRs/issues: **47 PRs / 2 issues**
-- snapshot discussion activity: **622 comments / 1121 reviews / 4530 review comments**
+- snapshot discussion activity: **629 comments / 1133 reviews / 4554 review comments**
 - account age: **1991 days**
 - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
 - public orgs: none visible
@@ -592,12 +588,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
-- repo last seen: `2026-06-08T11:58:21Z`
+- repo last seen: `2026-06-08T15:44:03Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **46 PRs / 0 issues**
-- snapshot discussion activity: **739 comments / 251 reviews / 135 review comments**
+- snapshot discussion activity: **750 comments / 254 reviews / 136 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -773,10 +769,34 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46456: [fix] regression introduced by #45534](https://github.com/huggingface/transformers/pull/46456) — open
+- [PR #46456: [fix] regression introduced by #45534](https://github.com/huggingface/transformers/pull/46456) — closed, merged
 - [PR #46332: Add Nemotron ASR Streaming](https://github.com/huggingface/transformers/pull/46332) — open, draft
 - [PR #46331: Add Parakeet-RNNT](https://github.com/huggingface/transformers/pull/46331) — open, draft
 
+### `hf-security-analysis[bot]`
+
+- profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D)
+- repo first seen: `2026-03-11T15:39:30Z`
+- repo last seen: `2026-06-08T14:39:02Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **23**
+- snapshot authored PRs/issues: **23 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-security-analysis[bot]'."}]`
+
+Example artifacts:
+- [PR #46504: chore: update build-ci-docker-images.yml](https://github.com/huggingface/transformers/pull/46504) — open
+- [PR #46503: chore: update benchmark_v2.yml](https://github.com/huggingface/transformers/pull/46503) — open
+- [PR #46502: chore: update assign-reviewers.yml](https://github.com/huggingface/transformers/pull/46502) — open
+
 ### `qgallouedec`
 
 - profile: [github.com/qgallouedec](https://github.com/qgallouedec)
@@ -809,12 +829,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-06-08T10:12:58Z`
+- repo last seen: `2026-06-08T15:06:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **25**
 - snapshot authored PRs/issues: **21 PRs / 4 issues**
-- snapshot discussion activity: **67 comments / 290 reviews / 257 review comments**
+- snapshot discussion activity: **68 comments / 291 reviews / 258 review comments**
 - account age: **2354 days**
 - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
 - public orgs: `huggingface`, `Chouafa`
@@ -822,7 +842,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46407: Triton finegrained fp8/fp4](https://github.com/huggingface/transformers/pull/46407) — open
+- [PR #46407: Triton finegrained fp8/fp4](https://github.com/huggingface/transformers/pull/46407) — closed, merged
 - [PR #46384: DSv4 static cache](https://github.com/huggingface/transformers/pull/46384) — open, draft
 - [PR #46378: Fix dsv4 dequant + tp/ep](https://github.com/huggingface/transformers/pull/46378) — closed, merged
 - [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
@@ -859,12 +879,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
 - repo first seen: `2025-12-24T11:54:53Z`
-- repo last seen: `2026-06-08T09:03:05Z`
+- repo last seen: `2026-06-08T14:12:13Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **21 comments / 64 reviews / 64 review comments**
+- snapshot discussion activity: **21 comments / 76 reviews / 76 review comments**
 - account age: **1497 days**
 - recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
 - public orgs: none visible
@@ -876,6 +896,31 @@ Example artifacts:
 - [PR #46320: [RecurrentGemma] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46320) — open
 - [PR #46317: [Zamba] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46317) — closed, merged
 
+### `hmellor`
+
+- profile: [github.com/hmellor](https://github.com/hmellor)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahmellor)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahmellor)
+- repo first seen: `2025-08-14T10:03:14Z`
+- repo last seen: `2026-06-08T17:50:15Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **21**
+- snapshot authored PRs/issues: **19 PRs / 2 issues**
+- snapshot discussion activity: **29 comments / 58 reviews / 29 review comments**
+- account age: **3592 days**
+- recent public PR activity: **79 PRs** (72 merged / 3 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **4%**, open rate **5%**)
+- public orgs: `huggingface`, `vllm-project`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #46500: Fix `{image/video/audio}_token_ids` in `ProcessorMixin`](https://github.com/huggingface/transformers/pull/46500) — open
+- [PR #46383: Add vLLM smoke test to CI](https://github.com/huggingface/transformers/pull/46383) — closed, merged
+- [PR #46087: Remove accidentally added `tmp.py`](https://github.com/huggingface/transformers/pull/46087) — closed, merged
+- [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
+- [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
+
 ### `Abdennacer-Badaoui`
 
 - profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
@@ -899,30 +944,6 @@ Example artifacts:
 - [PR #46213: [AMD CI] revert AMD mi325 hf-workflows ref from SHA back to @main](https://github.com/huggingface/transformers/pull/46213) — closed, merged
 - [PR #46160: [ROCm] Fix gpt_oss test suite: AITER attention fallback, SonicMoE guard, and distributed test fixes](https://github.com/huggingface/transformers/pull/46160) — open
 
-### `hf-security-analysis[bot]`
-
-- profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D)
-- repo first seen: `2026-03-11T15:39:30Z`
-- repo last seen: `2026-06-05T07:29:17Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **19**
-- snapshot authored PRs/issues: **19 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **? days**
-- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-security-analysis[bot]'."}]`
-
-Example artifacts:
-- [PR #46432: chore: update ssh-runner.yml](https://github.com/huggingface/transformers/pull/46432) — open
-- [PR #46138: chore: update self-comment-ci.yml](https://github.com/huggingface/transformers/pull/46138) — open
-- [PR #45971: chore: update pr_build_doc_with_comment.yml](https://github.com/huggingface/transformers/pull/45971) — closed
-
 ### `tomaarsen`
 
 - profile: [github.com/tomaarsen](https://github.com/tomaarsen)
@@ -949,31 +970,6 @@ Example artifacts:
 - [Issue #44877: Strict config prevents loading `granite_speech` config](https://github.com/huggingface/transformers/issues/44877) — closed
 - [Issue #44625: Qwen3.5 `num_labels` not propagated from core config to text config](https://github.com/huggingface/transformers/issues/44625) — closed
 
-### `hmellor`
-
-- profile: [github.com/hmellor](https://github.com/hmellor)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahmellor)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahmellor)
-- repo first seen: `2025-08-14T10:03:14Z`
-- repo last seen: `2026-06-05T17:48:29Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **20**
-- snapshot authored PRs/issues: **18 PRs / 2 issues**
-- snapshot discussion activity: **28 comments / 56 reviews / 28 review comments**
-- account age: **3592 days**
-- recent public PR activity: **79 PRs** (72 merged / 3 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **4%**, open rate **5%**)
-- public orgs: `huggingface`, `vllm-project`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #46383: Add vLLM smoke test to CI](https://github.com/huggingface/transformers/pull/46383) — closed, merged
-- [PR #46087: Remove accidentally added `tmp.py`](https://github.com/huggingface/transformers/pull/46087) — closed, merged
-- [PR #45739: DeepSeek OCR specifies an incorrect tokenizer class on the Hub](https://github.com/huggingface/transformers/pull/45739) — closed, merged
-- [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
-- [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
-
 ### `kashif`
 
 - profile: [github.com/kashif](https://github.com/kashif)
@@ -1026,12 +1022,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALinZiyuu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALinZiyuu)
 - repo first seen: `2026-05-13T14:52:41Z`
-- repo last seen: `2026-06-08T04:00:22Z`
+- repo last seen: `2026-06-08T14:49:56Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **16**
 - snapshot authored PRs/issues: **15 PRs / 1 issues**
-- snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **11 comments / 0 reviews / 0 review comments**
 - account age: **1483 days**
 - recent public PR activity: **9 PRs** (1 merged / 1 closed-unmerged / 7 open; merged rate **11%**, closed-unmerged rate **11%**, open rate **78%**)
 - public orgs: none visible
@@ -1040,8 +1036,8 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46486: Bound image-processor resize/crop output to prevent unbounded allocation](https://github.com/huggingface/transformers/pull/46486) — closed
-- [PR #46485: Bound causal-attention mask to prevent unbounded allocation](https://github.com/huggingface/transformers/pull/46485) — open
-- [PR #46484: Bound sinusoidal positional embedding table to prevent unbounded allocation](https://github.com/huggingface/transformers/pull/46484) — open
+- [PR #46485: Bound causal-attention mask to prevent unbounded allocation](https://github.com/huggingface/transformers/pull/46485) — closed
+- [PR #46484: Bound sinusoidal positional embedding table to prevent unbounded allocation](https://github.com/huggingface/transformers/pull/46484) — closed
 - [Issue #45998: Security Vulnerability](https://github.com/huggingface/transformers/issues/45998) — closed
 
 ### `AI-Safeter`
@@ -1109,9 +1105,9 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46481: Fix static cache max length config](https://github.com/huggingface/transformers/pull/46481) — open
+- [PR #46481: Fix static cache max length config](https://github.com/huggingface/transformers/pull/46481) — closed
 - [PR #46478: fix: pin hub kernel repository refs](https://github.com/huggingface/transformers/pull/46478) — open
-- [PR #46475: Clarify Falcon-Mamba kernel fallback warning](https://github.com/huggingface/transformers/pull/46475) — open
+- [PR #46475: Clarify Falcon-Mamba kernel fallback warning](https://github.com/huggingface/transformers/pull/46475) — closed
 
 ### `winglian`
 
@@ -1251,7 +1247,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46473: fix(cli/serve): import serve handlers lazily so the CLI works without the `serve` extra](https://github.com/huggingface/transformers/pull/46473) — open
-- [PR #46343: fix(falcon_mamba): recommend `pip install kernels` in fast-path warning](https://github.com/huggingface/transformers/pull/46343) — open
+- [PR #46343: fix(falcon_mamba): recommend `pip install kernels` in fast-path warning](https://github.com/huggingface/transformers/pull/46343) — closed, merged
 - [PR #46329: perf(feature_extraction_sequence): skip re-splitting already-batched numpy arrays in pad()](https://github.com/huggingface/transformers/pull/46329) — closed, merged
 
 ### `BenjaminBossan`
@@ -1401,12 +1397,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
 - repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-06-08T11:03:25Z`
+- repo last seen: `2026-06-08T16:32:31Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **22 comments / 89 reviews / 102 review comments**
+- snapshot discussion activity: **24 comments / 90 reviews / 103 review comments**
 - account age: **2794 days**
 - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
 - public orgs: `huggingface`
@@ -1508,7 +1504,7 @@ Example artifacts:
 - enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]`
 
 Example artifacts:
-- [PR #46414: Bump the actions group across 1 directory with 19 updates](https://github.com/huggingface/transformers/pull/46414) — open
+- [PR #46414: Bump the actions group across 1 directory with 19 updates](https://github.com/huggingface/transformers/pull/46414) — closed, merged
 - [PR #46264: Bump the actions group across 1 directory with 20 updates](https://github.com/huggingface/transformers/pull/46264) — closed
 - [PR #46212: Bump the actions group with 19 updates](https://github.com/huggingface/transformers/pull/46212) — closed
 
@@ -1888,12 +1884,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
 - repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-06-08T08:15:10Z`
+- repo last seen: `2026-06-08T16:18:30Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **7 PRs / 1 issues**
-- snapshot discussion activity: **37 comments / 192 reviews / 553 review comments**
+- snapshot discussion activity: **38 comments / 196 reviews / 557 review comments**
 - account age: **2914 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -2253,7 +2249,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46464: fix: use _added_tokens_encoder cache instead of property in convert_tokens_to_string and get_vocab](https://github.com/huggingface/transformers/pull/46464) — open
+- [PR #46464: fix: use _added_tokens_encoder cache instead of property in convert_tokens_to_string and get_vocab](https://github.com/huggingface/transformers/pull/46464) — closed
 - [PR #46460: fix: propagate dtype to text sub-config for composite models in Auto classes](https://github.com/huggingface/transformers/pull/46460) — closed
 
 ### `Aftabbs`
@@ -2586,6 +2582,28 @@ Example artifacts:
 - [PR #46392: fix(hub): prevent path traversal in sharded checkpoint loading](https://github.com/huggingface/transformers/pull/46392) — closed
 - [PR #46359: fix(tokenization): avoid O(T·N·logN) performance regression in convert_tokens_to_ids](https://github.com/huggingface/transformers/pull/46359) — closed
 
+### `Goutam16-Withcode`
+
+- profile: [github.com/Goutam16-Withcode](https://github.com/Goutam16-Withcode)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AGoutam16-Withcode)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGoutam16-Withcode)
+- repo first seen: `2026-06-08T11:27:05Z`
+- repo last seen: `2026-06-08T14:04:09Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **666 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #46498: Transformers](https://github.com/huggingface/transformers/pull/46498) — open
+- [PR #46497: Fix bugs in CI workflows, utils logic, and documentation syntax errors](https://github.com/huggingface/transformers/pull/46497) — open
+
 ### `hf-dependantbot-rollout[bot]`
 
 - profile: [github.com/hf-dependantbot-rollout[bot]](https://github.com/hf-dependantbot-rollout[bot])
@@ -3194,12 +3212,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik)
 - repo first seen: `2021-08-30T15:40:15Z`
-- repo last seen: `2026-06-03T05:49:54Z`
+- repo last seen: `2026-06-08T14:17:42Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **6 PRs / 2 issues**
-- snapshot discussion activity: **17 comments / 34 reviews / 51 review comments**
+- snapshot discussion activity: **18 comments / 36 reviews / 52 review comments**
 - account age: **3177 days**
 - recent public PR activity: **7 PRs** (5 merged / 1 closed-unmerged / 1 open; merged rate **71%**, closed-unmerged rate **14%**, open rate **14%**)
 - public orgs: `conda-forge`, `huggingface`, `ProjectBlackFalcon`, `PyTorch-Community-Voices`, `PyTorch-GitHub-Badge-Ecosystem-Day`, `Hugging-Face-Supporter`, `Hugging-Face-Helping-Hand`
@@ -3451,6 +3469,29 @@ Example artifacts:
 - [PR #45334: Feature/add axk1](https://github.com/huggingface/transformers/pull/45334) — closed
 - [PR #44539: Add A.X K1](https://github.com/huggingface/transformers/pull/44539) — closed
 
+### `leaderofARS`
+
+- profile: [github.com/leaderofARS](https://github.com/leaderofARS)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS)
+- repo first seen: `2025-12-04T12:38:46Z`
+- repo last seen: `2026-06-08T15:16:13Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **660 days**
+- recent public PR activity: **19 PRs** (18 merged / 0 closed-unmerged / 1 open; merged rate **95%**, closed-unmerged rate **0%**, open rate **5%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #46453: fix(integrations): correct typo in ClearMLCallback config overrides variable.](https://github.com/huggingface/transformers/pull/46453) — open
+- [PR #44369: Feature/integrations docs fix](https://github.com/huggingface/transformers/pull/44369) — open
+- [PR #42621: Remove redundant else in activation.py](https://github.com/huggingface/transformers/pull/42621) — closed
+
 ### `oliverholworthy`
 
 - profile: [github.com/oliverholworthy](https://github.com/oliverholworthy)
@@ -3498,29 +3539,6 @@ Example artifacts:
 - [PR #41116: Add MiniCPM3](https://github.com/huggingface/transformers/pull/41116) — open
 - [Issue #41115: Add Model Architecture for MiniCPM3](https://github.com/huggingface/transformers/issues/41115) — open
 
-### `ionut-anghelina`
-
-- profile: [github.com/ionut-anghelina](https://github.com/ionut-anghelina)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aionut-anghelina)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aionut-anghelina)
-- repo first seen: `2026-03-30T08:23:07Z`
-- repo last seen: `2026-04-09T14:48:55Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **556 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45346: Fix Double Application of Softmax for Router Logits in MoE models](https://github.com/huggingface/transformers/pull/45346) — open
-- [PR #45111: Fix double softmax in MoE router load-balancing loss](https://github.com/huggingface/transformers/pull/45111) — closed
-- [Issue #45120: Double softmax in MoE router load-balancing loss (mixtral, qwen2_moe, qwen3_vl_moe families)](https://github.com/huggingface/transformers/issues/45120) — closed
-
 ### `Wauplin`
 
 - profile: [github.com/Wauplin](https://github.com/Wauplin)
@@ -3610,28 +3628,6 @@ Example artifacts:
 - [PR #45367: Add dtype config options for Four Over Six](https://github.com/huggingface/transformers/pull/45367) — closed, merged
 - [PR #43970: Add Four Over Six quantization integration](https://github.com/huggingface/transformers/pull/43970) — closed, merged
 
-### `leaderofARS`
-
-- profile: [github.com/leaderofARS](https://github.com/leaderofARS)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS)
-- repo first seen: `2026-03-01T07:34:43Z`
-- repo last seen: `2026-06-05T16:29:24Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **660 days**
-- recent public PR activity: **19 PRs** (18 merged / 0 closed-unmerged / 1 open; merged rate **95%**, closed-unmerged rate **0%**, open rate **5%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #46453: fix(integrations): correct typo in ClearMLCallback config overrides variable.](https://github.com/huggingface/transformers/pull/46453) — open
-- [PR #44369: Feature/integrations docs fix](https://github.com/huggingface/transformers/pull/44369) — open
-
 ### `lucianommartins`
 
 - profile: [github.com/lucianommartins](https://github.com/lucianommartins)
@@ -4166,28 +4162,6 @@ Example artifacts:
 - [PR #45551: Add ForSequenceClassification heads for the OLMo family](https://github.com/huggingface/transformers/pull/45551) — closed, merged
 - [Issue #45529: Add `Olmo2ForSequenceClassification` (and ideally `OlmoForSequenceClassification` / `Olmo3ForSequenceClassification`)](https://github.com/huggingface/transformers/issues/45529) — closed
 
-### `florian6973`
-
-- profile: [github.com/florian6973](https://github.com/florian6973)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aflorian6973)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aflorian6973)
-- repo first seen: `2026-04-07T23:31:43Z`
-- repo last seen: `2026-04-11T18:42:18Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **2050 days**
-- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #45349: Fix #45305 + add regression test GAS](https://github.com/huggingface/transformers/pull/45349) — closed, merged
-- [Issue #45305: Gradients not averaged by GAS when using DeepSpeed + model_accepts_loss_kwargs=True (Qwen3, Llama3, etc.)](https://github.com/huggingface/transformers/issues/45305) — closed
-
 ### `ishan-1010`
 
 - profile: [github.com/ishan-1010](https://github.com/ishan-1010)
@@ -4230,7 +4204,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46293: Fix hub kernels compatibility with kernels>=0.15.0](https://github.com/huggingface/transformers/pull/46293) — open
-- [Issue #46291: Importing `evaluate` fails with kernels v0.15: kernels now requires `version` or `revision`](https://github.com/huggingface/transformers/issues/46291) — open
+- [Issue #46291: Importing `transformers.pipelines` fails with kernels v0.15: kernels now requires `version` or `revision`](https://github.com/huggingface/transformers/issues/46291) — open
 
 ### `julien-gadonneix`
 
@@ -4438,7 +4412,7 @@ Example artifacts:
 - repo first seen: `2026-06-06T14:24:41Z`
 - repo last seen: `2026-06-06T15:04:10Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -4449,7 +4423,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46465: fix: T5 decoder error message uses wrong field names](https://github.com/huggingface/transformers/pull/46465) — open
+- [PR #46465: fix: T5 decoder error message uses wrong field names](https://github.com/huggingface/transformers/pull/46465) — closed
 - [Issue #46463: [Bug] Incorrect error message for T5 model family's decoder input validation](https://github.com/huggingface/transformers/issues/46463) — open
 
 ### `ronansgd`
@@ -4737,7 +4711,7 @@ Example artifacts:
 - repo first seen: `2026-06-01T12:58:11Z`
 - repo last seen: `2026-06-04T14:58:45Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIMER**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 6 reviews / 6 review comments**
@@ -4748,7 +4722,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46325: feat(quantizers): support non-weight param names in TorchAo safetensors loading](https://github.com/huggingface/transformers/pull/46325) — open
+- [PR #46325: feat(quantizers): support non-weight param names in TorchAo safetensors loading](https://github.com/huggingface/transformers/pull/46325) — closed, merged
 
 ### `Ahwar`
 
@@ -4981,27 +4955,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46393: fix: compatibility with torch<=2.7](https://github.com/huggingface/transformers/pull/46393) — closed, merged
 
-### `ansley`
-
-- profile: [github.com/ansley](https://github.com/ansley)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aansley)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aansley)
-- repo first seen: `2026-04-09T14:31:40Z`
-- repo last seen: `2026-04-10T12:45:24Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **2296 days**
-- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #45345: Fix ByteLevel-BPE tokenizers silently breaking in `LlamaTokenizer`](https://github.com/huggingface/transformers/pull/45345) — closed
-
 ### `Apeksha23-hub`
 
 - profile: [github.com/Apeksha23-hub](https://github.com/Apeksha23-hub)
@@ -5407,12 +5360,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acsantosbh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acsantosbh)
 - repo first seen: `2026-06-04T14:07:37Z`
-- repo last seen: `2026-06-04T14:07:37Z`
+- repo last seen: `2026-06-08T15:08:35Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **5103 days**
 - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -5843,27 +5796,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45708: fix(pytorch_utils): per-instance lru_cache to fix RT-DETR memory leak](https://github.com/huggingface/transformers/pull/45708) — closed
 
-### `Goutam16-Withcode`
-
-- profile: [github.com/Goutam16-Withcode](https://github.com/Goutam16-Withcode)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AGoutam16-Withcode)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGoutam16-Withcode)
-- repo first seen: `2026-06-08T11:27:05Z`
-- repo last seen: `2026-06-08T11:27:05Z`
-- first seen in snapshot: **yes**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **666 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #46497: Fix bugs in CI workflows, utils logic, and documentation syntax errors](https://github.com/huggingface/transformers/pull/46497) — open
-
 ### `GuaiZai233`
 
 - profile: [github.com/GuaiZai233](https://github.com/GuaiZai233)
@@ -6725,27 +6657,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45374: Adding hierarchical classification example](https://github.com/huggingface/transformers/pull/45374) — closed
 
-### `mrutkows`
-
-- profile: [github.com/mrutkows](https://github.com/mrutkows)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amrutkows)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amrutkows)
-- repo first seen: `2026-04-09T17:46:37Z`
-- repo last seen: `2026-04-09T17:46:37Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **4332 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: `IBM`, `openwhisk`, `tektoncd`
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45350: WIP: Add support for Granite4VisionForConditionalGeneration](https://github.com/huggingface/transformers/pull/45350) — closed, draft
-
 ### `msdsm`
 
 - profile: [github.com/msdsm](https://github.com/msdsm)
@@ -6815,12 +6726,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANicolasHug)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANicolasHug)
 - repo first seen: `2026-06-08T11:13:46Z`
-- repo last seen: `2026-06-08T11:13:46Z`
-- first seen in snapshot: **yes**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo last seen: `2026-06-08T16:39:04Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **0 comments / 4 reviews / 4 review comments**
 - account age: **5321 days**
 - recent public PR activity: **135 PRs** (119 merged / 13 closed-unmerged / 3 open; merged rate **88%**, closed-unmerged rate **10%**, open rate **2%**)
 - public orgs: `scikit-learn`, `pytorch`, `fairinternal`
@@ -6828,7 +6739,7 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume**
 
 Example artifacts:
-- [PR #46496: Perf: use torchvision's native LANCZOS interpolation](https://github.com/huggingface/transformers/pull/46496) — open, draft
+- [PR #46496: Use torchvision's native LANCZOS interpolation instead of PIL fallback](https://github.com/huggingface/transformers/pull/46496) — closed, merged
 
 ### `Oneirag`
 
@@ -7069,7 +6980,7 @@ Example artifacts:
 - repo first seen: `2026-03-21T22:53:27Z`
 - repo last seen: `2026-06-07T19:59:05Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 2 reviews / 0 review comments**
@@ -7080,7 +6991,7 @@ Example artifacts:
 - heuristic read: **very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46479: Add `torchembed` as an optional RoPE/embedding backend](https://github.com/huggingface/transformers/pull/46479) — open, draft
+- [PR #46479: Add `torchembed` as an optional RoPE/embedding backend](https://github.com/huggingface/transformers/pull/46479) — closed, draft
 
 ### `ramkumar27072006`
 
@@ -7090,7 +7001,7 @@ Example artifacts:
 - repo first seen: `2026-06-07T03:16:30Z`
 - repo last seen: `2026-06-07T03:16:30Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -7101,7 +7012,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46469: docs: fix typo in make_list_of_images docstring](https://github.com/huggingface/transformers/pull/46469) — open
+- [PR #46469: docs: fix typo in make_list_of_images docstring](https://github.com/huggingface/transformers/pull/46469) — closed, merged
 
 ### `Ramshankar07`
 
@@ -7321,7 +7232,7 @@ Example artifacts:
 - repo first seen: `2026-06-05T16:58:41Z`
 - repo last seen: `2026-06-06T08:35:08Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -7332,7 +7243,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46455: Fix missing _auto_class for trust_remote_code models using local config](https://github.com/huggingface/transformers/pull/46455) — open
+- [PR #46455: Fix missing _auto_class for trust_remote_code models using local config](https://github.com/huggingface/transformers/pull/46455) — closed
 
 ### `SAY-5`
 
@@ -7572,7 +7483,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASnakinya)
 - repo first seen: `2026-06-08T10:08:10Z`
 - repo last seen: `2026-06-08T10:08:10Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7867,7 +7778,7 @@ Example artifacts:
 - repo first seen: `2026-06-07T22:07:11Z`
 - repo last seen: `2026-06-07T22:07:11Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -7878,7 +7789,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46480: Fix remote cache position and serving imports](https://github.com/huggingface/transformers/pull/46480) — open, draft
+- [PR #46480: Fix remote cache position and serving imports](https://github.com/huggingface/transformers/pull/46480) — closed, draft
 
 ### `xodn348`
 
@@ -8025,7 +7936,7 @@ Example artifacts:
 - heuristic read: **high open PR share**
 
 Example artifacts:
-- [PR #46487: Fix dtype mismatch in NemotronH/Zamba2 Mamba2 CUDA-kernel path (`out_proj`)](https://github.com/huggingface/transformers/pull/46487) — open
+- [PR #46487: Fix dtype mismatch in NemotronH/Zamba2 Mamba2 CUDA-kernel path (`out_proj`)](https://github.com/huggingface/transformers/pull/46487) — closed, merged
 
 ### `yuvrajsharma9981`
 

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+  },
+  "extracted_at": "2026-06-08T18:00:18Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260608T180018Z",
+  "watermark": {
+    "effective_since": "2026-06-08T12:00:20Z",
+    "next_since": "2026-06-08T18:00:18Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260608T120020Z/manifest.json",
-  "latest_snapshot_id": "20260608T120020Z",
+  "archived_manifest_path": "snapshots/20260608T180018Z/manifest.json",
+  "latest_snapshot_id": "20260608T180018Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-06-08T12:00:20Z",
+  "next_since": "2026-06-08T18:00:18Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260608T120020Z"
+  "snapshot_dir": "snapshots/20260608T180018Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-06-08T06:00:44Z",
-  "last_successful_snapshot_id": "20260608T120020Z",
-  "next_since": "2026-06-08T12:00:20Z",
+  "effective_since": "2026-06-08T12:00:20Z",
+  "last_successful_snapshot_id": "20260608T180018Z",
+  "next_since": "2026-06-08T18:00:18Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-06-08T12:00:20Z"
+  "updated_at": "2026-06-08T18:00:18Z"
 }